Investigations on Brain Tumor Classification Using Hybrid Machine Learning Algorithms

Table 2

Performance comparison results.

Parameters	Parallel k-means clustering	Optimized k-means clustering	SVM with k-means clustering	Hybrid firefly and k-based clustering
Mean absolute error value	75	70	68	65
Peak signal-to-noise ratio	72	75	80	85